loading necessary packages
## Warning: package 'ggplot2' was built under R version 3.6.2
## Warning: package 'lubridate' was built under R version 3.6.2
## Warning: package 'knitr' was built under R version 3.6.2
## Warning: package 'tidyr' was built under R version 3.6.2
load data
check 0 outputs from land models
Load other global Rh data

create a map
## Source : http://tile.stamen.com/terrain/2/0/0.png
## Source : http://tile.stamen.com/terrain/2/1/0.png
## Source : http://tile.stamen.com/terrain/2/2/0.png
## Source : http://tile.stamen.com/terrain/2/3/0.png
## Source : http://tile.stamen.com/terrain/2/0/1.png
## Source : http://tile.stamen.com/terrain/2/1/1.png
## Source : http://tile.stamen.com/terrain/2/2/1.png
## Source : http://tile.stamen.com/terrain/2/3/1.png
## Source : http://tile.stamen.com/terrain/2/0/2.png
## Source : http://tile.stamen.com/terrain/2/1/2.png
## Source : http://tile.stamen.com/terrain/2/2/2.png
## Source : http://tile.stamen.com/terrain/2/3/2.png







## Adding missing grouping variables: `variable`
## Adding missing grouping variables: `model`, `type`





plot CMIP6
## Adding missing grouping variables: `model`


## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'


## Picking joint bandwidth of 33.1

## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'
## `geom_smooth()` using formula 'y ~ x'

## Picking joint bandwidth of 0.047

Rh by month in different models
## Picking joint bandwidth of 0.157

## Picking joint bandwidth of 0.192
## Picking joint bandwidth of 0.201
## Picking joint bandwidth of 0.183
## Picking joint bandwidth of 0.212
## Picking joint bandwidth of 0.207
## Picking joint bandwidth of 0.226
## Picking joint bandwidth of 0.261
## Picking joint bandwidth of 0.274
## Picking joint bandwidth of 0.244
## Picking joint bandwidth of 0.195
## Picking joint bandwidth of 0.173
## Picking joint bandwidth of 0.188

## Picking joint bandwidth of 0.176
## Picking joint bandwidth of 0.205
## Picking joint bandwidth of 0.193
## Picking joint bandwidth of 0.201
## Picking joint bandwidth of 0.161
## Picking joint bandwidth of 0.179
## Picking joint bandwidth of 0.214
## Picking joint bandwidth of 0.176
## Picking joint bandwidth of 0.282
## Picking joint bandwidth of 0.266
## Picking joint bandwidth of 0.257
## Picking joint bandwidth of 0.279
## Picking joint bandwidth of 0.126
## Picking joint bandwidth of 0.194
## Picking joint bandwidth of 0.241
## Picking joint bandwidth of 0.26
## Picking joint bandwidth of 0.0482
## Picking joint bandwidth of 0.197
## Picking joint bandwidth of 0.307
## Picking joint bandwidth of 0.301
## Picking joint bandwidth of 0.346
## Picking joint bandwidth of 0.334
## Picking joint bandwidth of 0.248
## Picking joint bandwidth of 0.262

## Picking joint bandwidth of 0.232
## Picking joint bandwidth of 0.157
## Picking joint bandwidth of 0.255
## Picking joint bandwidth of 0.156
## Picking joint bandwidth of 0.261
## Picking joint bandwidth of 0.0698
## Picking joint bandwidth of 0.0763
## Picking joint bandwidth of 0.0786
## Picking joint bandwidth of 0.111
## Picking joint bandwidth of 0.137
## Picking joint bandwidth of 0.156
## Picking joint bandwidth of 0.139
## Picking joint bandwidth of 0.143
## Picking joint bandwidth of 0.213
## Picking joint bandwidth of 0.275
## Picking joint bandwidth of 0.233
## Picking joint bandwidth of 0.066
## Picking joint bandwidth of 0.171
## Picking joint bandwidth of 0.181
## Picking joint bandwidth of 0.18
## Picking joint bandwidth of 0.025
## Picking joint bandwidth of 0.124
## Picking joint bandwidth of 0.103
## Picking joint bandwidth of 0.118

Site scale comparison
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'linetype' is already present. Adding another scale for 'linetype',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'linetype' is already present. Adding another scale for 'linetype',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'linetype' is already present. Adding another scale for 'linetype',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## Scale for 'colour' is already present. Adding another scale for 'colour',
## which will replace the existing scale.
## `geom_smooth()` using formula 'y ~ x'

Use histgram to show the t-test results
## `geom_smooth()` using formula 'y ~ x'



## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'



## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'











## `geom_smooth()` using formula 'y ~ x'

## `geom_smooth()` using formula 'y ~ x'
